{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# How to use \n",
    "\n",
    "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/simaki/fracdiff/blob/master/sample/howto/howto.ipynb)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# !pip install matplotlib pandas pandas_datareader seaborn\n",
    "# !pip install fracdiff"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import pandas_datareader\n",
    "import seaborn\n",
    "\n",
    "seaborn.set_style(\"white\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def fetch_yahoo(ticker):\n",
    "    \"\"\"Return pd.Series.\"\"\"\n",
    "    return pandas_datareader.data.DataReader(\n",
    "        ticker, \"yahoo\", \"2000-01-01\", \"2020-09-30\"\n",
    "    )[\"Adj Close\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Fractional differentiation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from fracdiff import fdiff"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "a = np.array([1, 2, 4, 7, 0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 1.       ,  1.5      ,  2.875    ,  4.6875   , -4.1640625])"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fdiff(a, n=0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.array_equal(fdiff(a, n=1), np.diff(a, n=1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "a = np.array([[1, 3, 6, 10], [0, 5, 6, 8]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 1. ,  3. ,  6. , 10. ],\n",
       "       [-0.5,  3.5,  3. ,  3. ]])"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fdiff(a, n=0.5, axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1.    , 2.5   , 4.375 , 6.5625],\n",
       "       [0.    , 5.    , 3.5   , 4.375 ]])"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fdiff(a, n=0.5, axis=-1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Preprocessing by fractional differentiation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "from fracdiff import Fracdiff\n",
    "\n",
    "spx = fetch_yahoo(\"^GSPC\")  # S&P 500"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = spx.values.reshape(-1, 1)\n",
    "f = Fracdiff(0.5, mode=\"valid\", window=100)\n",
    "X = f.fit_transform(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "diff = pd.DataFrame(X, index=spx.index[-X.size :], columns=[\"SPX 0.5th fracdiff\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1728x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax_s = plt.subplots(figsize=(24, 8))\n",
    "ax_d = ax_s.twinx()\n",
    "\n",
    "plot_s = ax_s.plot(spx, color=\"blue\", linewidth=0.6, label=\"S&P 500 (left)\")\n",
    "plot_d = ax_d.plot(\n",
    "    diff,\n",
    "    color=\"orange\",\n",
    "    linewidth=0.6,\n",
    "    label=\"S&P 500, 0.5th differentiation (right)\",\n",
    ")\n",
    "plots = plot_s + plot_d\n",
    "\n",
    "ax_s.legend(plots, [p.get_label() for p in plots], loc=0)\n",
    "plt.title(\"S&P 500 and its fractional differentiation\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Pipeline(steps=[('scaler', StandardScaler()),\n",
       "                ('fracdiff',\n",
       "                 Fracdiff(d=0.5, window=10, mode=full, window_policy=fixed)),\n",
       "                ('regressor', LinearRegression())])"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.pipeline import Pipeline\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "np.random.seed(42)\n",
    "X, y = np.random.randn(100, 4), np.random.randn(100)\n",
    "\n",
    "pipeline = Pipeline(\n",
    "    [\n",
    "        (\"scaler\", StandardScaler()),\n",
    "        (\"fracdiff\", Fracdiff(0.5)),\n",
    "        (\"regressor\", LinearRegression()),\n",
    "    ]\n",
    ")\n",
    "pipeline.fit(X, y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": "false"
   },
   "source": [
    "## Differentiation while preserving memory"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "from fracdiff import FracdiffStat"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.71875 , 0.609375, 0.515625])"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.random.seed(42)\n",
    "X = np.random.randn(100, 3).cumsum(0)\n",
    "f = FracdiffStat().fit(X)\n",
    "f.d_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "nky = fetch_yahoo(\"^N225\")  # Nikkei 225\n",
    "\n",
    "fs = FracdiffStat(window=100, mode=\"valid\")\n",
    "diff = fs.fit_transform(nky.values.reshape(-1, 1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "diff = pd.DataFrame(\n",
    "    diff.reshape(-1), index=nky.index[-diff.size :], columns=[\"Nikkei 225 fracdiff\"]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1728x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax_s = plt.subplots(figsize=(24, 8))\n",
    "ax_d = ax_s.twinx()\n",
    "\n",
    "plot_s = ax_s.plot(spx, color=\"blue\", linewidth=0.6, label=\"S&P 500 (left)\")\n",
    "plot_d = ax_d.plot(\n",
    "    diff,\n",
    "    color=\"orange\",\n",
    "    linewidth=0.6,\n",
    "    label=f\"Nikkei 225, {fs.d_[0]:.2f} th diff (right)\",\n",
    ")\n",
    "plots = plot_s + plot_d\n",
    "\n",
    "ax_s.legend(plots, [p.get_label() for p in plots], loc=0)\n",
    "plt.title(\"Nikkei 225 and its fractional differentiation\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
